Control performance‐based fault detection and fault‐tolerant control schemes for a class of nonlinear systems

The objective of this paper is to develop performance‐based fault detection (FD) and fault‐tolerant control (FTC) schemes for a class of nonlinear systems. To this end, the representation forms of nonlinear systems with faults and the controller parameterization forms are studied first with the aid of the nonlinear factorization technique. Then, based on the stable kernel representation and the stable image representation of the faulty nonlinear system, the stability performance of the closed‐loop system is addressed, respectively. The so‐called fault‐tolerant margin is defined to evaluate the system fault‐tolerant ability. On this basis, two performance‐based FD schemes are developed aiming at detecting the system performance degradation caused by system faults. Furthermore, to recover the system stability performance, two performance‐based FTC strategies are proposed based on the information provided by the FD unit. In the end, a numerical example and a case study on the three‐tank system are given to demonstrate the proposed results.

[1]  Young-Man Kim,et al.  Robust fault detection of piecewise affine ARX systems , 2020, Journal of Control and Decision.

[2]  Tao Jiang,et al.  Parameter Estimation-Based Fault Detection, Isolation and Recovery for Nonlinear Satellite Models , 2008, IEEE Transactions on Control Systems Technology.

[3]  Hong Wang,et al.  Design of fault diagnosis filters and fault-tolerant control for a class of nonlinear systems , 2001, IEEE Trans. Autom. Control..

[4]  Diana Bohm,et al.  L2 Gain And Passivity Techniques In Nonlinear Control , 2016 .

[5]  Steven X. Ding,et al.  Fault-Tolerant Control for Systems With Model Uncertainty and Multiplicative Faults , 2020, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[6]  Donghua Zhou,et al.  A Probabilistic Approach to Robust Fault Detection for a Class of Nonlinear Systems , 2017, IEEE Transactions on Industrial Electronics.

[7]  Weiping Li,et al.  Applied Nonlinear Control , 1991 .

[8]  Marios M. Polycarpou,et al.  Learning approach to nonlinear fault diagnosis: detectability analysis , 2000, IEEE Trans. Autom. Control..

[9]  B. Francis,et al.  A Course in H Control Theory , 1987 .

[10]  Jianbin Qiu,et al.  Real-Time Fault Detection Approach for Nonlinear Systems and its Asynchronous T–S Fuzzy Observer-Based Implementation , 2017, IEEE Transactions on Cybernetics.

[11]  Donghua Zhou,et al.  Robust $H_{\infty}$ Filtering for Time-Delay Systems With Probabilistic Sensor Faults , 2009, IEEE Signal Processing Letters.

[12]  József Bokor,et al.  Fault detection and isolation in nonlinear systems , 2009, Annu. Rev. Control..

[13]  Yong Zhang,et al.  On fault-tolerant control configurations for a class of nonlinear systems , 2015, J. Frankl. Inst..

[14]  Prashant Mhaskar,et al.  Actuator and sensor fault detection and isolation for nonlinear systems subject to uncertainty , 2018 .

[15]  Toshiharu Sugie,et al.  Characterization of all nonlinear stabilizing controllers via observer based kernel representations , 1997, Proceedings of the 36th IEEE Conference on Decision and Control.

[16]  Steven X. Ding,et al.  Model-based Fault Diagnosis Techniques: Design Schemes, Algorithms, and Tools , 2008 .

[17]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.

[18]  Mien Van,et al.  An Enhanced Robust Fault Tolerant Control Based on an Adaptive Fuzzy PID-Nonsingular Fast Terminal Sliding Mode Control for Uncertain Nonlinear Systems , 2018, IEEE/ASME Transactions on Mechatronics.

[19]  Steven X. Ding,et al.  Real-Time Implementation of Fault-Tolerant Control Systems With Performance Optimization , 2014, IEEE Transactions on Industrial Electronics.

[20]  Guanghong Yang,et al.  Fault‐tolerant control synthesis for a class of nonlinear systems: Sum of squares optimization approach , 2009 .

[21]  E. H. K. Fung,et al.  Intelligent Automatic Fault Detection for Actuator Failures in Aircraft , 2009, IEEE Transactions on Industrial Informatics.

[22]  Qing Zhao,et al.  LMI-based sensor fault diagnosis for nonlinear Lipschitz systems , 2007, Autom..

[23]  Michel Kinnaert,et al.  Diagnosis and Fault-tolerant Control, 2nd edition , 2006 .

[24]  Xun Wang,et al.  Nonlinear PCA With the Local Approach for Diesel Engine Fault Detection and Diagnosis , 2008, IEEE Transactions on Control Systems Technology.

[25]  Steven X. Ding,et al.  Actuator fault robust estimation and fault-tolerant control for a class of nonlinear descriptor systems , 2007, Autom..

[26]  Henrik Sandberg,et al.  Online fault diagnosis for nonlinear power systems , 2015, Autom..

[27]  Steven X. Ding,et al.  Parameterization of Nonlinear Observer-Based Fault Detection Systems , 2016, IEEE Transactions on Automatic Control.

[28]  Guanghong Yang,et al.  Fault tolerant H∞ control for a class of polynomial non-linear discrete-time systems , 2012 .

[29]  A. Schaft L2-Gain and Passivity Techniques in Nonlinear Control. Lecture Notes in Control and Information Sciences 218 , 1996 .

[30]  Peter Xiaoping Liu,et al.  Backstepping Control for Nonlinear Systems With Time Delays and Applications to Chemical Reactor Systems , 2009, IEEE Transactions on Industrial Electronics.

[31]  Torsten Jeinsch,et al.  Feedback Control Structures, Embedded Residual Signals, and Feedback Control Schemes With an Integrated Residual Access , 2010, IEEE Transactions on Control Systems Technology.

[32]  Zhang Ren,et al.  A new controller architecture for high performance, robust, and fault-tolerant control , 2001, IEEE Trans. Autom. Control..

[33]  Sarangapani Jagannathan,et al.  A Model-Based Fault-Detection and Prediction Scheme for Nonlinear Multivariable Discrete-Time Systems With Asymptotic Stability Guarantees , 2010, IEEE Transactions on Neural Networks.

[34]  Kaixiang Peng,et al.  Performance-based fault detection and fault-tolerant control for automatic control systems , 2019, Autom..

[35]  Halim Alwi,et al.  Integral sliding mode fault‐tolerant control allocation for a class of affine nonlinear system , 2018, International Journal of Robust and Nonlinear Control.

[36]  Halim Alwi,et al.  Fault Detection and Fault-Tolerant Control of a Civil Aircraft Using a Sliding-Mode-Based Scheme , 2008, IEEE Transactions on Control Systems Technology.

[37]  Guang-Hong Yang,et al.  Prescribed Performance Fault-Tolerant Control of Uncertain Nonlinear Systems With Unknown Control Directions , 2017, IEEE Transactions on Automatic Control.

[38]  Steven X. Ding,et al.  Observer-based fault detection for uncertain nonlinear systems , 2018, J. Frankl. Inst..

[39]  Arjan van der Schaft,et al.  The class of stabilizing nonlinear plant controller pairs , 1996, IEEE Trans. Autom. Control..

[40]  Hao Luo,et al.  Plug-and-Play Monitoring and Performance Optimization for Industrial Automation Processes , 2016 .

[41]  J. Doyle,et al.  Essentials of Robust Control , 1997 .

[42]  Arjan van der Schaft,et al.  Robust stabilization of nonlinear systems via stable kernel representations with L 2 -gain bounded uncertainty , 1995 .

[43]  Steven X. Ding,et al.  On Nonlinear Observer Parameterizations and Its Application to Fault Detection , 2015 .